The Most Trusted
Data Annotation Company

Scale your frontier AI models with our network of 1M+ vertically specialized annotators delivering 99% accuracy across over 50 countries.

Developing frontier AI requires massive volumes of flawlessly labeled data, but most teams hit a severe bottleneck. Relying on generic crowdsourced workers often results in poor quality, escalating costs, and unacceptable error rates. Unreliable labeling pipelines cause model degradation, delayed deployments, and wasted compute resources. When high-stakes models depend on nuanced reasoning or specialized domain knowledge, a standard data annotation company simply cannot meet the rigorous demands of modern machine learning, leaving your most critical projects completely stalled.

Abaka AI transforms this process by acting as your dedicated data partner. We provide a rigorous, scholar-network approach to data annotation, leveraging over 1 million specialized annotators globally. With strict SOC 2 and ISO 27001 compliance, segregated secure pipelines, and 0% copyright risk, we ensure your proprietary data remains completely safe and exclusively yours. By combining deep human intelligence with specialized large-model automation tooling via Abaka Forge, we deliver scalable, 99% accurate datasets that accelerate your frontier AI development.

The Data Annotation Bottleneck

01

Quality Decay

Generic crowd workers often lack the specialized knowledge required for advanced tasks. This leads to subtle errors in complex logic, reasoning, or domain-specific nuances, causing severe quality decay in frontier models. Without specialized vetting, error rates compound and result in up to 30% performance drops across multi-layer QA evaluation workflows.

02

Volume Walls

Scaling a manual labeling operation typically breaks down when data demands surge. Most providers hit volume walls, capping out before they can support a massive model run. Without efficient throughput, reaching the necessary millions of parameters is bottlenecked by a 500 files/day limitation per standard annotator, completely stalling your progress.

03

Compliance Friction

Navigating international data laws, strict NDAs, and intellectual property provenance creates immense compliance friction. If a data annotation company lacks SOC 2 or ISO 27001 certifications, it risks exposing your proprietary model architectures and sensitive data sets to devastating regulatory penalties or outright competitive data breaches.

01

Expert Coding and Software Development

Enhance LLMs with advanced code generation and debugging datasets. Our scholar-network annotators review and write code in Python, C++, and more, ensuring strict syntax and logic accuracy for frontier coding models.

02

Advanced Mathematics and Reasoning

Train models on competition-grade math datasets, including IMO, IPhO, and Lean4 environments. Our mathematics experts break down complex problems using Chain-of-Thought reasoning to significantly improve AI logical deduction capabilities.

03

Medical and Healthcare Annotation

Leverage vetted healthcare professionals to annotate medical text, imagery, and patient interaction data. We ensure clinical accuracy for specialized medical AI while maintaining secure, highly compliant annotation pipelines.

04

Reinforcement Learning from Human Feedback

Align your language and multimodal models with human values. We provide comprehensive RLHF capabilities, scoring outputs for helpfulness, accuracy, and safety, utilizing highly educated annotators for specialized prompt responses.

05

Video Spatial Reasoning and Tracking

Process complex temporal data with frame-by-frame annotations, bounding boxes, and action recognition. We accurately map video spatial reasoning, essential for autonomous driving, embodied robotics, and advanced surveillance systems.

06

Complex Image and Interleaved Visuals

Execute dense captioning, pixel-perfect segmentation, and interleaved image-text tagging. Our visual annotation pipelines support the development of highly capable multimodality AI with unparalleled visual understanding and contextual depth.

07

Cross-Lingual and Localization Training

Train globally capable foundation models using our extensive language network. Spanning over 50 countries, we provide culturally nuanced translations, sentiment analysis, and localization to ensure seamless cross-lingual AI performance.

08

Science and Chemistry Formulations

Support scientific breakthroughs with highly specialized chemistry and biology annotations. Our domain experts parse complex molecular structures and scientific literature, creating precise training environments for AI-driven drug discovery.

Why Outsource to Abaka AI

01

Faster Delivery

Accelerate your AI roadmap with our 1 million+ global annotator network. We instantly match your project with specialized talent, overcoming internal hiring bottlenecks and delivering high-quality, large-scale training data exactly when your model training demands it.

02

Direct Savings

Transform fixed internal overhead into flexible operational expenditure. By leveraging our optimized platform and highly efficient scholar network, you eliminate the massive costs of recruiting, managing, and housing a full-time, specialized annotation workforce.

03

Risk Reduction

Protect your intellectual property with absolute certainty. As a self-funded and profitable data annotation company, we never build competing models. With SOC 2, ISO 27001, and fully segregated secure pipelines, your proprietary data is strictly protected.

04

Elastic Scalability

Seamlessly expand your data operations from small-scale pilots to massive production runs. Our workforce dynamically scales to meet your exact throughput requirements, ensuring you have the right volume of annotators precisely when your training schedules demand it.

05

Domain Expertise

Stop relying on generalist crowds to annotate complex domains. Gain direct access to our scholar-network encompassing experts in mathematics, medicine, law, and coding, guaranteeing that nuanced, highly technical datasets are meticulously labeled by real subject-matter professionals.

06

Innovation Velocity

Free your engineering and ML teams from the tedious burden of data preparation. By outsourcing the intensive labeling process, your top talent can strictly focus on algorithm development, architecture design, and pushing the absolute boundaries of frontier AI.

Industries We Serve

Automotive

Power the future of autonomous driving with precision annotations. We label complex LiDAR+Camera fusion data, tracking road lanes, pedestrians, and dynamic obstacles with frame-by-frame accuracy to ensure Tier-1 ADAS systems operate safely in all conditions.

GenAI / Foundation Models

Fuel massive foundation models with high-fidelity, multimodal datasets. Our specialized RLHF, instruction following, and reasoning data enable AI labs to train highly capable generative models spanning text, code, and advanced interleaved image formats.

Embodied AI / Robotics

Bridge the gap between digital models and physical action. We create custom RL environments and meticulously annotate 3D indoor scenes and spatial tracking data, training embodied robots to seamlessly navigate and manipulate real-world environments.

Healthcare

Train reliable medical AI using carefully vetted clinical data. Our healthcare professionals annotate complex medical texts and diagnostic imagery, ensuring your models capture biological nuances safely and effectively, while maintaining strict compliance protocols.

Retail

Enhance e-commerce and retail experiences with intelligent search, dense product captioning, and consumer sentiment analysis. We curate datasets that empower AI to understand consumer behavior, optimize inventory tracking, and drive personalized shopping algorithms.

Finance

Equip financial AI with precision-labeled transactional and market data. Our domain experts parse complex business and legal documents, training models for fraud detection, algorithmic trading, and robust automated financial reasoning.

Geospatial

Extract critical insights from satellite and aerial imagery. We annotate vast geospatial datasets for urban planning, environmental monitoring, and logistics, transforming raw 3D/4D point clouds into actionable, structured geographic intelligence.

Security / Defense

Enhance situational awareness with highly secure, accurately labeled surveillance and reconnaissance data. Operating under strict NDAs and isolated pipelines, we provide critical annotations for defense applications, ensuring absolute data integrity.

Agriculture / Industrial

Optimize smart farming and industrial automation through computer vision. We label sensor data for crop health monitoring, defect detection in manufacturing, and robotic assembly, driving massive efficiency gains across large-scale industrial operations.

How It Works

1) Day 0–3 — Scoping and Alignment

We deeply analyze your specific frontier AI requirements. Our team outlines the required domain expertise, designs the annotation rubrics, and configures secure, isolated pipelines on the Abaka Forge platform to ensure full IP provenance.

2) Week 1–2 — Pilot and Vetting

We deploy a targeted subset of your data to our specialized scholar-network annotators. We rigorously test their comprehension of the rubrics, refining the instructions and calibrating our multi-layer QA checks to guarantee 99% accuracy.

3) Week 2–3 — Scaling the Workforce

Upon pilot approval, we elastically scale the operation. We ramp up the vetted annotators across our 50+ country network, utilizing large-model automation through Abaka Forge to maximize throughput while preserving strict domain-level accuracy.

4) Ongoing — Quality Assurance and Delivery

Our multi-layer QA processes run continuously alongside the annotation effort. Expert reviewers audit the labeled datasets to ensure compliance with your rigorous standards, delivering pre-filtered, curated, and timestamped batches directly to your team.

5) Weekly — Performance Syncs

We maintain transparent, high-touch communication. Every week, we review throughput metrics, address complex edge cases, and adapt the labeling guidelines as your model's capabilities evolve, ensuring perfect alignment with your ultimate training goals.

Modality & Format Coverage

We provide comprehensive, end-to-end data annotation across all major modalities. Supported by the Abaka Forge platform, our diverse capabilities ensure you receive perfectly formatted datasets tailored to your precise machine learning architecture.

ModalityAnnotation TypesToolsOutput Formats
TextSentiment Analysis, NER, Translation, IntentAbaka ForgeJSON, CSV, TXT, XML
LLM RLHFInstruction Following, CoT Reasoning, Reward ModelingAbaka ForgeJSONL, Parquet, Custom API
ImageBounding Boxes, Polygons, Dense CaptioningAbaka ForgeCOCO, Pascal VOC, YOLO
VideoAction Recognition, Object Tracking, Spatial ReasoningAbaka ForgeMP4 tags, JSON, XML
3D/4D Point CloudCuboids, Semantic Segmentation, Object TrackingAbaka ForgePCD, JSON, Custom 3D
LiDAR + Camera fusionSensor Alignment, Lane Annotation, Obstacle TrackingAbaka ForgeJSON, ROSbag extracts
AudioTranscription, Speaker Diarization, Emotion RecognitionAbaka ForgeWAV, MP3 tags, JSON

Success Story

A frontier model lab

A frontier model lab was developing a complex foundation model focused on advanced mathematics and coding logic. They initially utilized a generic crowd-sourced data annotation company, but quickly discovered catastrophic error rates in nuanced reasoning tasks. The standard workforce could not accurately parse complex Python scripts or Lean4 mathematical environments, resulting in severe model hallucinations and degraded logical output that delayed the critical model release by several months.

The lab partnered with Abaka AI to completely overhaul their annotation pipeline. We deployed a highly specialized scholar-network consisting of vetted mathematics and software engineering experts. Utilizing the Abaka Forge platform, we established rigorous multi-layer QA workflows specifically tailored for intricate Chain-of-Thought reasoning. We isolated the data within our SOC 2 compliant environment, ensuring that the proprietary model architecture and evaluation benchmarks remained strictly confidential.

By transitioning to our expert-driven annotation network, the lab eliminated the quality decay bottleneck entirely. The model's logical deduction capabilities improved dramatically, passing internal benchmarks weeks ahead of the revised schedule. They achieved an unprecedented 99% accuracy rate on complex coding annotations, simultaneously reducing their internal data preprocessing time by 70%, allowing their core engineers to focus strictly on final model alignment.

99%
Accuracy on reasoning tasks
70%
Reduction in preprocessing time
0%
Copyright and IP risk

By the Numbers

1M+
Vertically specialized annotators
50+
Countries in our global network
99%
Guaranteed annotation accuracy
1,000+
Enterprise & research customers

What Customers Say

Partnering with Abaka AI fundamentally transformed our AI roadmap. After struggling with generic data annotation companies that failed to understand our complex medical datasets, Abaka's vetted healthcare professionals delivered flawlessly accurate labels. Their strict adherence to secure pipelines gave us total peace of mind.

Director of Applied MLEnterprise Healthcare AI

The sheer scale and quality of Abaka's scholar-network is unmatched. We needed rigorous RLHF on highly technical coding prompts. Their specialized annotators not only met our high volume requirements but achieved a 99% accuracy rate that drastically improved our foundation model's logic.

Head of AI ResearchFrontier Model Lab

Data provenance and security were our highest priorities. Abaka AI’s transparent, self-funded model and robust SOC 2 compliance proved they are a truly trustworthy data partner. They consistently deliver perfect LiDAR and video spatial reasoning data with zero copyright risk.

VP of EngineeringTier-1 Autonomous Driving Program

The Abaka Forge platform streamlined our entire data pipeline. What used to take our internal team weeks of tedious preprocessing was reduced by 70%. Their elastic scalability allowed us to ramp up our embodied robotics dataset instantly, completely removing our primary development bottleneck.

Lead AI ScientistRobotics Innovation Company

Why Choose Abaka

01

Unmatched Trust and Security for Frontier AI

We are a self-funded and profitable data partner, guaranteeing that your data is exclusively yours. With SOC 2 and ISO 27001 compliance, strict NDAs, and segregated secure pipelines, your proprietary assets remain safe. We never build competing models, ensuring total IP provenance and absolutely zero copyright risk for your highly sensitive training data.

02

Scholar-Grade Network

Gain access to 1 million+ vertically specialized annotators across 50+ countries. Our workforce includes experts in mathematics, coding, medicine, and law, ensuring 99% accuracy on your most complex domains.

03

Unrivaled Platform Speed

Leverage the Abaka Forge platform to accelerate your operations. By utilizing large-model automation, we enhance collection, cleaning, and annotation processes, delivering high-quality datasets up to 50x faster.

04

Fully Customized Alignment Workflows

We tailor every aspect of our RLHF and annotation pipelines to match your specific model requirements. From intricate Chain-of-Thought reasoning to complex interleaved image tagging, our rubrics adapt seamlessly.

05

Zero Competitive Risk

Unlike many providers, we are entirely focused on being the ultimate data partner. With no VC pressure or competing internal model development, you can trust us to prioritize your exclusive data success.

06

End-to-End Multimodal Mastery

Whether you require rich text generation, detailed LiDAR + Camera fusion, or precise 3D indoor scene mapping, our comprehensive approach supports the full spectrum of modalities. We seamlessly transition from data collection to final expert review, providing a unified solution that eliminates the need for multiple fragmented vendors.

Frequently Asked Questions

How much does it cost to hire your data annotation company?
Our transparent pricing scales perfectly with your specific domain requirements and completely avoids vague, qualitative-only estimations. For example, expert-level LLM Math and Coding annotation is priced explicitly at $18/hr, while highly educated STEM Generalist labeling is available at $12/hr. For visual multimodality tasks, Dense Captioning services cost $6/hr, and complex Automotive Road Lane tracking is precisely $3/km. By leveraging our global scholar-network and the highly efficient Abaka Forge platform, all work is executed by vetted experts to guarantee 99% accuracy, ensuring you only pay for flawless data.
How fast can you begin annotating our data?
We operate with rapid agility. Our Day 0–3 scoping and alignment phase immediately establishes rubrics and secures your isolated pipelines. By Weeks 1–2, a vetted pilot team is actively annotating and refining edge cases. Once approved, we scale elastically across our massive scholar-network, ensuring you receive consistent, high-volume data deliveries exactly when your model training demands them without compromising quality.
What data modalities and output formats do you support?
We support a comprehensive array of modalities including Text, LLM RLHF, Image, Video, Audio, 3D/4D Point Clouds, delivering everything from dense text reasoning to complex LiDAR + Camera fusion. Utilizing the powerful Abaka Forge platform, we can confidently deliver highly structured outputs in all standard and proprietary formats—such as JSON, COCO, XML, and ROSbag extracts. This comprehensive multimodality ensures seamless integration directly into your frontier AI training environments, eliminating the need for extensive internal preprocessing.
How do you ensure high accuracy for complex AI tasks?
We bypass standard crowdsourcing by utilizing a massive network of over 1 million vertically specialized annotators. Our subject-matter experts in fields like medicine, coding, and advanced mathematics undergo rigorous vetting. Combined with the multi-layer QA workflows integrated into the Abaka Forge platform, we consistently guarantee 99% accuracy on even the most intricate reasoning and logic tasks.
How secure is your data annotation platform?
Security and data provenance are our foundational principles. We are fully SOC 2, ISO 27001, GDPR, and CCPA compliant. Your data flows through segregated, secure pipelines under strictly enforced NDAs. Because we are a self-funded and profitable data partner, we never re-use your data or build competing models, guaranteeing absolute IP protection throughout the entire lifecycle of your foundational model.
Can you provide data annotation in multiple languages?
Yes, our expansive scholar-network spans over 50 countries, providing vast capabilities for multilingual annotation and cross-cultural localization. We handle nuanced translations, culturally specific sentiment analysis, and multi-language instruction following, ensuring your foundation models perform flawlessly on a global scale across diverse demographics and regional contexts.
How does Abaka AI compare to other data annotation companies?
Unlike generic data annotation companies that rely on unvetted crowd-workers and face immense venture capital pressure, Abaka AI is a self-funded, profitable partner dedicated solely to frontier AI data. We offer highly specialized scholar-grade talent, zero competing model development, and transparent, ethical data sourcing that completely eliminates copyright risk.
How do you handle changes to annotation guidelines mid-project?
We maintain highly flexible, agile workflows with our clients. Through our ongoing weekly performance syncs, we actively review edge cases and accommodate rubric shifts. If your model's capabilities evolve mid-training, we quickly recalibrate our specialized annotators and update the QA checks in Abaka Forge to match your new structural requirements seamlessly.
Do you offer a pilot program before scaling up?
Absolutely. During Weeks 1–2 of our engagement, we execute a rigorous pilot phase on a subset of your raw data. This allows us to test annotator comprehension, refine the custom rubrics, and align our quality assurance processes with your exact standards. We only scale the workforce once you are completely satisfied with the pilot's 99% accuracy.
Who owns the labeled data once the project is complete?
You retain 100% exclusive ownership of all labeled data. Your data is never repurposed, resold, or shared across other client accounts. We provide complete IP provenance and operate with 0% copyright risk on collected data, ensuring that your proprietary datasets remain a fiercely protected asset for your organization well into the future.
Do I need to provide the annotation software?
No, you do not. We utilize our proprietary, all-in-one Abaka Forge platform, which handles everything from data collection and cleaning to complex annotation and production. However, if your internal processes require it, our highly adaptable workforce can also securely integrate and operate directly within your proprietary annotation tooling, whether you prefer leveraging the advanced automation of Abaka Forge or utilizing your own highly customized interface.
Is there a minimum project size for your data labeling services?
We are designed to support everything from targeted, highly specialized pilot runs to massive, ongoing foundation model training efforts. While we specialize in scaling up to millions of parameters and managing extensive data volumes, our elastic scalability allows us to structure engagements that perfectly fit the unique scope and trajectory of your AI development, ensuring you always have the exact data volume required to reach your most critical algorithmic milestones.

Ready to Get Started?

Scale your frontier models with a trustworthy data annotation company. Label the Present. Train the Future.